diff --git a/docs/source/installation.md b/docs/source/installation.md
index c369a7fa5217fa7496197c1d3cc66d4833171c6c..cea0acd2feba1c45f2e73b0d52292a92aaa28d07 100644
--- a/docs/source/installation.md
+++ b/docs/source/installation.md
@@ -25,6 +25,7 @@ The following feature sets are available:
 
 - `interactive` (**recommended**): Install dependencies for using pystencils interactively from
   within Jupyter notebooks.
+  Setting this flag will cause pip to install `jupyter`, `matplotlib`, and `graphviz`, among others, alongside pystencils.
 - `alltrafos` (**recommended**): Install dependencies to enable a wider set of code transformation.
   These include [islpy](https://pypi.org/project/islpy/) for polyhedral loop transformations,
   and [py-cpuinfo](https://pypi.org/project/py-cpuinfo/) for detecting the current hardware in order
diff --git a/docs/source/reference/api/codegen.rst b/docs/source/reference/api/codegen.rst
new file mode 100644
index 0000000000000000000000000000000000000000..6418f32f6fe6d78267a373150fe7a2257c5e0b97
--- /dev/null
+++ b/docs/source/reference/api/codegen.rst
@@ -0,0 +1,29 @@
+Code Generator and Configuration
+================================
+
+.. module:: pystencils.kernelcreation
+
+.. autosummary::
+  :toctree: generated
+  :nosignatures:
+
+  create_kernel
+
+.. module:: pystencils.config
+
+.. autosummary::
+  :toctree: generated
+  :nosignatures:
+  :template: autosummary/entire_class.rst
+
+  CreateKernelConfig
+  CpuOptimConfig
+  OpenMpConfig
+  VectorizationConfig
+  GpuIndexingConfig
+
+.. autosummary::
+  :toctree: generated
+  :nosignatures:
+
+  AUTO
\ No newline at end of file
diff --git a/docs/source/reference/api/index.rst b/docs/source/reference/api/index.rst
index 7a824422ef51ce612683c2d25acf04b51d3f779a..b19c6303eb578f4b621febe507519ae3822df20a 100644
--- a/docs/source/reference/api/index.rst
+++ b/docs/source/reference/api/index.rst
@@ -10,3 +10,4 @@ Modules
 
     field
     sympyextensions
+    codegen
diff --git a/docs/source/reference/kernelcreation.md b/docs/source/reference/kernelcreation.md
index a9fa9a8fc40485bfc061093d8eed1f57670ee8d9..fc0b2248e386a7f3f111080e0aa0980306612529 100644
--- a/docs/source/reference/kernelcreation.md
+++ b/docs/source/reference/kernelcreation.md
@@ -40,13 +40,11 @@ It takes two arguments:
 - and a configuration object, an instance of {any}`CreateKernelConfig <pystencils.config.CreateKernelConfig>`.
 
 ```{eval-rst}
-.. module:: pystencils.kernelcreation
-
 .. autosummary::
-  :toctree: generated
   :nosignatures:
 
-  create_kernel
+  pystencils.kernelcreation.create_kernel
+  pystencils.config.CreateKernelConfig
 ```
 
 For a simple kernel, an invocation of the code generator might look like this:
@@ -106,28 +104,6 @@ The code generation engine can be configured using a wide range of options.
 This section aims at explaining the majority of these options,
 their interaction and effects, use cases and caveats.
 
-```{eval-rst}
-
-.. module:: pystencils.config
-
-.. autosummary::
-  :toctree: generated
-  :nosignatures:
-  :template: autosummary/entire_class.rst
-
-  CreateKernelConfig
-  CpuOptimConfig
-  OpenMpConfig
-  VectorizationConfig
-  GpuIndexingConfig
-
-.. autosummary::
-  :toctree: generated
-  :nosignatures:
-
-  AUTO
-```
-
 
 ### Target Specification
 
@@ -291,7 +267,8 @@ of its stencil -- that is, the maximum neighbor offset encountered in any field
 If, for instance, a neighbor node in $x$-direction with offset $k$ is accessed by the kernel,
 it cannot legally execute on the outermost $k$ layers of nodes in that direction since it would
 access memory out-of-bounds.
-Therefore, an automatic number of $k$ ghost layers is inferred.
+Therefore, an automatic number of $k$ ghost layers at each domain border is inferred.
+As we can see in the example below, the number of inferred ghost layers at each domain border will be set to the maximum required in any dimension.
 
 ```{code-cell} ipython3
 :tags: [remove-cell]
@@ -302,13 +279,13 @@ u, v = ps.fields("u, v: [2D]")
 To illustrate, the following kernel accesses neighbor nodes with a maximum offset of two:
 
 ```{code-cell} ipython3
-ranged_update = ps.Assignment(u.center(), v[-2, -2] + v[2, 2])
+ranged_update = ps.Assignment(u.center(), v[-2, -1] + v[2, 1])
 
 cfg = ps.CreateKernelConfig(ghost_layers=ps.config.AUTO)
 kernel = ps.create_kernel(ranged_update, cfg)
 ```
 
-With `ghost_layers=ps.config.AUTO`, its iteration space will look like this (yellow cells are included, purple cells excluded):
+With `ghost_layers=ps.config.AUTO`, its iteration space will look like this (yellow cells are included, purple cells excluded).
 
 ```{code-cell} ipython3
 :tags: [remove-input]
@@ -453,7 +430,7 @@ and use a step size of two:
 $$
   start(y)=
     \begin{cases}
-      0 & \quad \text{if } y \% 2 = 0 \\ 
+      0 & \quad \text{if } y \; \mathrm{rem} \; 2 = 0 \\ 
       1 & \quad \text{otherwise}
     \end{cases}
 $$